Concepedia

Improving Compositional Generalization with Latent Structure and Data Augmentation

Linlu Qiu, Peter Shaw, Panupong Pasupat, Tal Linzen, Fei Sha, Kristina Toutanova

Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies · 2022 · 28 citations · 40 references

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Concepts

ComputingComputer ScienceComputational LinguisticsNatural Language ProcessingCompositionalityLanguage ModelingNatural Language GenerationWord EmbeddingsEmbedding StructureLarge Language ModelsLatent Semantic AnalysisMulti-task Learning For Natural Language Processing

Abstract

Linlu Qiu, Peter Shaw, Panupong Pasupat, Pawel Nowak, Tal Linzen, Fei Sha, Kristina Toutanova. Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies. 2022.

References

40

Adam: A Method for Stochastic Optimization

Diederik P. Kingma, Jimmy Ba · UvA-DARE (University of Amsterdam) · 2014 · 84.8K citations · Full text

Computing, Computer Science, Algorithms +16

Exploring the Limits of Transfer Learning with a Unified Text-to-Text\n Transformer

Colin Raffel, Noam Shazeer, Adam Roberts et al. · arXiv (Cornell University) · 2019 · 8.3K citations · Full text

Computing, Computer Science, Computational Linguistics +14

Modeling by shortest data description

J. Rissanen · Automatica · 1978 · 6K citations

Computing, Computer Science, Algorithms +7

The mathematics of statistical machine translation: parameter estimation

Peter F. Brown, Vincent J. Della Pietra, Stephen A. Della Pietra et al. · 1993 · 4.1K citations

Computing, Computer Science, Computational Linguistics +9

Accurate unlexicalized parsing

Dan Klein, Christopher D. Manning · 2003 · 3.1K citations · Full text

Language Studies, Computer Science, Computational Linguistics +13